By Associate Professor Hemant Kumar Singh

Conference Papers

Ray T; Habib A; Singh HK; Ryan M, 2018, 'Uncovering performance envelopes through optimum design of tests', in Mitrovic T; Xue B; Li X (eds.), Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Springer, Cham, Wellington, New Zealand, pp. 445 - 457, presented at Australasian Joint Conference on Artificial Intelligence : AI 2018, Wellington, New Zealand, 11 December 2018 - 14 December 2018, http://dx.doi.org/10.1007/978-3-030-03991-2_41

Lu Z; Deb K; Singh H, 2018, 'Balancing Survival of Feasible and Infeasible Solutions in Constraint Evolutionary Optimization Algorithms', in 2018 IEEE Congress on Evolutionary Computation, CEC 2018 - Proceedings, http://dx.doi.org/10.1109/CEC.2018.8477976

Islam MM; Singh HK; Ray T, 2018, 'Efficient Global Optimization for Solving Computationally Expensive Bilevel Optimization Problems', in 2018 IEEE Congress on Evolutionary Computation, CEC 2018 - Proceedings, http://dx.doi.org/10.1109/CEC.2018.8477714

Chand S; Singh HK; Ray T, 2018, 'Team Selection Using Multi-/Many-Objective Optimization with Integer Linear Programming', in 2018 IEEE Congress on Evolutionary Computation, CEC 2018 - Proceedings, http://dx.doi.org/10.1109/CEC.2018.8477945

Singh HK; Yao X, 2017, 'Improvement of reference points for decomposition based multi-objective evolutionary algorithms', in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Shenzhen, China, pp. 284 - 296, presented at 11th International Conference, SEAL 2017, Shenzhen, China, 10 November 2017 - 13 November 2017, http://dx.doi.org/10.1007/978-3-319-68759-9_24

Islam MM; Singh HK; Ray T, 2017, 'Use of a non-nested formulation to improve search for bilevel optimization', in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Melbourne, VIC, Australia, pp. 106 - 118, presented at 30th Australasian Joint Conference on Artificial Intelligence, Melbourne, VIC, Australia, 19 August 2017 - 20 August 2017, http://dx.doi.org/10.1007/978-3-319-63004-5_9

Bhattacharjee KS; Singh HK; Ray T, 2017, 'Enhanced pareto interpolation method to aid decision making for discontinuous pareto optimal fronts', in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Melbourne, VIC, Australia, pp. 93 - 105, presented at 30th Australasian Joint Conference, Melbourne, VIC, Australia, 19 August 2017 - 20 August 2017, http://dx.doi.org/10.1007/978-3-319-63004-5_8

Chand S; Singh HK; Ray T, 2017, 'A heuristic algorithm for solving resource constrained project scheduling problems', in 2017 IEEE Congress on Evolutionary Computation, CEC 2017 - Proceedings, Donostia / San Sebastian, Spain., pp. 225 - 232, presented at 2017 IEEE Congress on Evolutionary Computation (CEC), Donostia / San Sebastian, Spain., 05 June 2017 - 08 June 2017, http://dx.doi.org/10.1109/CEC.2017.7969317

Zhang H; Zhou A; Zhang G; Singh HK, 2017, 'Accelerating MOEA/D by Nelder-Mead method', in 2017 IEEE Congress on Evolutionary Computation, CEC 2017 - Proceedings, San Sebastian, Spain, pp. 976 - 983, presented at 2017 IEEE Congress on Evolutionary Computation (CEC), San Sebastian, Spain, 05 June 2017 - 08 June 2017, http://dx.doi.org/10.1109/CEC.2017.7969414

Bhattacharjee KS; Singh HK; Ray T; Zhang Q, 2017, 'Decomposition Based Evolutionary Algorithm with a Dual Set of reference vectors', in 2017 IEEE Congress on Evolutionary Computation, CEC 2017 - Proceedings, San Sebastian, Spain, pp. 105 - 112, presented at 2017 IEEE Congress on Evolutionary Computation (CEC), San Sebastian, Spain, 05 June 2017 - 08 June 2017, http://dx.doi.org/10.1109/CEC.2017.7969302

Habib A; Singh HK; Ray T, 2017, 'A batch infill strategy for computationally expensive optimization problems', in Artificial Life and Computational Intelligence, Springer, Geelong VIC, Australia, pp. 74 - 85, presented at Third Australasian Conference ACALCI 2017, Geelong VIC, Australia, 31 January 2017 - 02 February 2017, http://dx.doi.org/10.1007/978-3-319-51691-2_7

Singh HK; Ray T; Habib A, 2016, 'A study on the effectiveness of constraint handling schemes within Efficient Global Optimization framework', in 2016 IEEE Symposium Series on Computational Intelligence, SSCI 2016, IEEE, Athens, Greece, pp. 1 - 8, presented at IEEE Symposium Series on Computational Intelligence (SSCI), Athens, Greece, 06 December 2016 - 09 December 2016, http://dx.doi.org/10.1109/SSCI.2016.7850205

Singh HK; Ray T; Huynh Q, 2016, 'Improving Symbolic Regression through a semantics-driven framework', in Computational Intelligence (SSCI), 2016 IEEE Symposium Series on, IEEE, Athens, Greece, pp. 1 - 8, presented at IEEE Symposium Series on Computational Intelligence, Athens, Greece, 06 December 2016 - 09 December 2016, http://dx.doi.org/10.1109/SSCI.2016.7849941

Milowski J; Bhattacharjee KS; Singh HK; Ray T, 2016, 'Alternative Passenger Cars for the Australian Market: A Cost-Benefit Analysis', in Sarker R; Abbass HA; Dunstall S; Kilby P; Davis R; Young L (eds.), DATA AND DECISION SCIENCES IN ACTION, SPRINGER INTERNATIONAL PUBLISHING AG, AUSTRALIA, Univ New S Wales, Canberra Campus, Kensington, pp. 163 - 173, presented at 24th Australian-Society-for-Operations-Research (ASOR) Conference, AUSTRALIA, Univ New S Wales, Canberra Campus, Kensington, 16 November 2016 - 17 November 2016, http://dx.doi.org/10.1007/978-3-319-55914-8_12

Huynh QN; Singh HK; Ray T, 2016, 'Optimum redesign of scale-free networks with robustness and cost considerations', in 2016 IEEE Congress on Evolutionary Computation, CEC 2016, pp. 529 - 536, http://dx.doi.org/10.1109/CEC.2016.7743839

Chand S; Singh H; Ray , 2016, 'Finding Robust Solutions for Resource Constrained Project Scheduling Problems Involving Uncertainties', in 2016 IEEE Congress on Evolutionary Computation (CEC), Vancouver, Canada, presented at 2016 IEEE Congress on Evolutionary Computation (CEC), Vancouver, Canada, 24 July 2016 - 29 July 2016, http://dx.doi.org/10.1109/CEC.2016.7743799

Bhattacharjee KS; Singh HK; Ray T; Branke J, 2016, 'Multiple surrogate assisted multiobjective optimization using improved pre-selection', in IEEE Congress on Evolutionary Computation, IEEE, Vancouver, Canada, pp. 4328 - 4335, presented at IEEE World Congress on Computational Intelligence (IEEE WCCI), Vancouver, Canada, 24 July 2016 - 29 July 2016, http://dx.doi.org/10.1109/CEC.2016.7744340

Islam MM; Singh HK; Ray T, 2016, 'A memetic algorithm for solving bilevel optimization problems with multiple followers', in 2016 IEEE Congress on Evolutionary Computation, CEC 2016, Vancouver, Canada, pp. 1901 - 1908, presented at 2016 IEEE Congress on Evolutionary Computation (CEC), Vancouver, Canada, 24 July 2016 - 29 July 2016, http://dx.doi.org/10.1109/CEC.2016.7744020

Habib A; Singh HK; Ray T, 2016, 'A multi-objective batch infill strategy for efficient global optimization', in 2016 IEEE Congress on Evolutionary Computation, CEC 2016, IEEE, Vancouver, BC, Canada, pp. 4336 - 4343, presented at 2016 IEEE Congress, Vancouver, BC, Canada, 24 July 2016 - 29 July 2016, http://dx.doi.org/10.1109/CEC.2016.7744341

Huynh QN; Singh HK; Ray T, 2016, 'A semantics based symbolic regression framework for mining explicit and implicit equations from data', in GECCO 2016 Companion - Proceedings of the 2016 Genetic and Evolutionary Computation Conference, Denver, Colorado, USA, pp. 103 - 104, presented at 2016 on Genetic and Evolutionary Computation Conference Companion, Denver, Colorado, USA, 20 July 2016 - 24 July 2016, http://dx.doi.org/10.1145/2908961.2908989

Asafuddoula M; Singh HK; Ray T, 2016, 'A CUDA implementation of an improved decomposition based evolutionary algorithm for multi-objective optimization', in GECCO 2016 Companion - Proceedings of the 2016 Genetic and Evolutionary Computation Conference, Denver, Colorado, USA, pp. 71 - 72, presented at 2016 Genetic and Evolutionary Computation Conference, Denver, Colorado, USA, 20 July 2016 - 24 July 2016, http://dx.doi.org/10.1145/2908961.2908971

Bhattacharjee KS; Singh HK; Ray T, 2016, 'A Study on Performance Metrics to Identify Solutions of Interest from a Trade-Off Set', Springer, Canberra, ACT, Australia, pp. 66 - 77, presented at Second Australasian Conference, ACALCI 2016, Canberra, ACT, Australia, 02 February 2016 - 05 February 2016

Islam M; Singh HK; Ray T, 2016, 'A nested differential evolution based algorithm for solving multi-objective bilevel optimization problems', in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Canberra, ACT, Australia, pp. 101 - 112, presented at Second Australasian Conference, ACALCI 2016, Canberra, ACT, Australia, 02 February 2016 - 05 February 2016, http://dx.doi.org/10.1007/978-3-319-28270-1_9

Singh HK; Alam K; Ray T, 2016, 'Use of infeasible solutions during constrained evolutionary search: A short survey', in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), pp. 193 - 205, http://dx.doi.org/10.1007/978-3-319-28270-1_17

Asafuddoula M; Ray T; Singh HK, 2015, 'Characterizing pareto front approximations in many-objective optimization', in GECCO 2015 - Proceedings of the 2015 Genetic and Evolutionary Computation Conference, pp. 607 - 614, http://dx.doi.org/10.1145/2739480.2754701

Singh HK; Ray T, 2015, 'Many-objective optimization in engineering design: case studies using a decomposition based evolutionary algorithm', in Proceedings of the 11 th World Congress of Structural and Multidisciplinary Optimization (WCSMO - 11), Sydney, Australia, pp. 106 - 111, presented at World Congress on Structural and Multidisciplinary Optimization (WCSMO), Sydney, Australia, 07 June 2015 - 12 June 2015, http://web.aeromech.usyd.edu.au/WCSMO2015/978-0-646-94394-7.html

Islam MD; Singh HK; Ray T, 2015, 'A memetic algorithm for solving single objective bilevel optimization problems', IEEE Press, Sendai, Japan, pp. 1643 - 1650, presented at IEEE Congress on Evolutionary Computation (CEC), Sendai, Japan, 24 May 2015 - 28 May 2015

Wang B; Singh HK; Ray T, 2015, 'A multi-objective genetic programming approach to uncover explicit and implicit equations from data', IEEE Press, Sendai, Japan, pp. 1129 - 1136, presented at IEEE Congress on Evolutionary Computation (CEC), Sendai, Japan, 24 May 2015 - 28 May 2015

asafuddoula M; Singh HK; Isaacs A; Ray T, 2015, 'Performance of a steady state quantum genetic algorithm for multi/many-objective engineering optimization problems', IEEE Press, Sendai, Japan, pp. 893 - 899, presented at IEEE Congress on Evolutionary Computation (CEC), Sendai, Japan, 24 May 2015 - 28 May 2015

Singh H; Asafuddoula M; Alam K; Ray T, 2015, 'Re-design for robustness: An approach based on many objective optimization', in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), pp. 343 - 357, http://dx.doi.org/10.1007/978-3-319-15892-1_23

Liu M; Singh HK; Ray T, 2014, 'A benchmark generator for dynamic capacitated arc routing problems', in Proceedings of the 2014 IEEE Congress on Evolutionary Computation, CEC 2014, pp. 579 - 586, http://dx.doi.org/10.1109/CEC.2014.6900232

Singh HK; Isaacs A; Ray T, 2014, 'A hybrid surrogate based algorithm (HSBA) to solve computationally expensive optimization problems', in Proceedings of the 2014 IEEE Congress on Evolutionary Computation, CEC 2014, pp. 1069 - 1075, http://dx.doi.org/10.1109/CEC.2014.6900395

Liu M; Singh HK; Ray T, 2014, 'A memetic algorithm with a new split scheme for solving dynamic capacitated arc routing problems', in Proceedings of the 2014 IEEE Congress on Evolutionary Computation, CEC 2014, Institute of Electrical and Electronics Engineers Inc., Beijing, China, pp. 595 - 602, presented at IEEE Congress on Evolutionary Computation, CEC 2014, Beijing, China, 06 July 2014 - 11 July 2014, http://dx.doi.org/10.1109/CEC.2014.6900358

Singh HK; Asafuddoula M; Ray T, 2014, 'Solving problems with a mix of hard and soft constraints using modified infeasibility driven evolutionary algorithm (IDEA-M)', in Proceedings of the 2014 IEEE Congress on Evolutionary Computation, CEC 2014, Institute of Electrical and Electronics Engineers Inc., Beijing, China, pp. 983 - 990, presented at IEEE Congress on Evolutionary Computation, CEC 2014, Beijing, China, 06 July 2014 - 11 July 2014, http://dx.doi.org/10.1109/CEC.2014.6900239

Alam ; Singh HK; Isaacs A; Ray T; Sreenatha AG, 2011, 'Design optimization of a model submarine: A reverse engineering approach', in CD-ROM conference proceedings, Capua, Italy, pp. 200 - 212, presented at International Conference on Evolutionary and Deterministic Methods for Design, Optimization and Control with Applications to Industrial and Social Problems, EUROGEN 2011, Capua, Italy, 14 September 2011 - 16 September 2011

Singh HK; Ray T, 2011, 'Performance of a hybrid EA-DE-memetic algorithm on CEC 2011 real world optimization problems', in 2011 IEEE Congress of Evolutionary Computation, IEEE, New Orleans, LA, pp. 1322 - 1326, presented at 2011 IEEE Congress of Evolutionary Computation, CEC 2011, New Orleans, LA, 05 June 2011 - 08 June 2011, http://dx.doi.org/10.1109/CEC.2011.5949769

Singh HK; Ray T; Smith WF, 2010, 'Performance of Infeasibility Empowered Memetic Algorithm (IEMA) on Engineering Design Problems', in AICI - Lecture Notes in Computer Science, Springer, Germany, pp. 425 - 434, presented at 23rd Australasian Joint Conference on Artificial Intelligence, Adelaide, SA, 07 December 2010 - 10 December 2010, http://dx.doi.org/10.1007/978-3-642-17432-2_43

Singh HK; Ray T; Smith WF, 2010, 'Performance of Infeasibility Empowered Memetic Algorithm for CEC 2010 Constrained Optimization Problems', in IEEE Congress on Evolutionary Computation, IEEE, Barcelona, Spain, pp. 1 - 8, presented at IEEE Congress on Evolutionary Computation, Barcelona, Spain, 18 July 2010 - 23 July 2010, http://dx.doi.org/10.1109/CEC.2010.5585946

Singh HK; Ray T; Smith WF, 2010, 'Surrogate Assisted Simulated Annealing (SASA) for Constrained Multi-objective Optimization', in IEEE Congress on Evolutionary Computation, IEEE, Barcelona, Spain, pp. 1 - 8, presented at IEEE Congress on Evolutionary Computation, Barcelona, Spain, 18 July 2010 - 23 July 2010, http://dx.doi.org/10.1109/CEC.2010.5586124

Singh HK; Isaacs A; Ray T; Smith WF, 2009, 'An Improved Secondary Ranking for Many Objective Optimization problems', in Proceedings of Genetic and Evolutionary Computation Conference, ACM, NY, presented at Genetic and Evolutionary Computation Conference (GECCO-2009), Montreal, Canada, 08 July 2009 - 12 July 2009, http://dx.doi.org/10.1145/1569901.1570190

Singh HK; Isaacs A; Nguyen T; Ray T; Yao X, 2009, 'Performance of Infeasibility Driven Evolutionary Algorithm on Constrained Single Objective Dynamic Optimization Problems', in Proceedings of CEC2009, IEEE, Trondheim, Norway, presented at IEEE Congress on Evolutionary Computation, 2009(CEC2009), Trondheim, Norway, 18 May 2009 - 21 May 2009, http://dx.doi.org/10.1109/CEC.2009.4983339

Singh HK; Isaacs A; Ray T; Smith WF, 2008, 'A study on the performance of substitute distance based approaches for evolutionary many objective optimization', in LNCS 5361: Simulated Evolution and Learning ? SEAL 2008, Melbourne, Australia, presented at 7th International Conference on Simulated Evolutionary and Learning, Melbourne, Australia, 07 December 2008 - 09 December 2008, http://dx.doi.org/10.1007/978-3-540-89694-4_41

Singh HK; Isaacs A; Ray T; Smith WF, 2008, 'Infeasibility Driven Evolutionary Algorithm (IDEA) for engineering design optimization', in AI 2008: Advances in artificial intelligence, Auckland, NZ, presented at 21st Australasian Joint Conference on Artificial Intelligence, Auckland, NZ, 01 December 2008 - 05 December 2008, http://dx.doi.org/10.1007/978-3-540-89378-3_11

Singh HK; Isaacs A; Ray T; Smith WF, 2008, 'A simulated annealing algorithm for single objective trans-dimensional optimization problems', in Eighth International Conference on Hybrid Intelligent Systems (HIS 2008), Barcelona, Spain, presented at 8th International Conference on Hybrid Intelligent Systems, Barcelona, Spain, 10 September 2008 - 12 September 2008, http://dx.doi.org/10.1109/HIS.2008.45

Singh HK; Isaacs A; Ray T; Smith WF, 2007, 'A Simulated Annealing Algorithm for Constrained Multi-objective Optimization Problems', in Proceedings 2008 IEEE Congress on Evolutionary Computation, CEC 2008, Singapore, presented at IEEE Congress on Evolutionary Computation (CEC 2007), Singapore, 25 September 2007 - 28 September 2007

Conference Presentations

Neumann F; Neumann A; Singh H, 2023, 'Evolutionary computation for stochastic problems', http://dx.doi.org/10.1145/3583133.3595052

Theses / Dissertations

Singh HK, 2011, Development of optimization methods to deal with current challenges in engineering design optimization

Preprints

Wang B; Singh HK; Ray T, 2024, Pareto Set Prediction Assisted Bilevel Multi-objective Optimization, http://dx.doi.org/10.48550/arxiv.2409.03328

Sinha A; Pujara D; Singh HK, 2024, Decomposition of Difficulties in Complex Optimization Problems Using a Bilevel Approach, http://dx.doi.org/10.48550/arxiv.2407.03454

Liu J; Singh H; Elsayed S; Hunjet R; Abbass H, 2023, Planning-Assisted Context-Sensitive Autonomous Shepherding of Dispersed Robotic Swarms in Obstacle-Cluttered Environments, http://dx.doi.org/10.48550/arxiv.2301.10363

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